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Applied AI · 0-to-1 · Executive-sponsored

Agentic buying, from months to days

An executive-sponsored bet to compress the media brief-to-activation cycle. I prototyped the core to de-risk it, then led the team that productionized it — and proved it in a multi-client pilot.

Role
Lead & prototyper
Context
Enterprise marketing-data platform
Mandate
Executive-sponsored initiative
Focus
Agentic AI · process automation
When
Live pilot · since mid-2026

The challenge

The company's marketing operating system had no agentic buying capability. Compressing the brief-to-activation cycle was a high-stakes, executive-sponsored bet — with real revenue and client trust on the line, and no existing blueprint to follow.

What I did

I led the initiative end to end. To de-risk a bet with real revenue and client trust on the line, I prototyped the core agentic reasoning myself — then built and led the team that productionized it, partnering across engineering, trading, and client teams. The system optimizes campaign outcomes within commercial constraints. We validated it in a structured pilot with three clients against real campaigns. (Architecture and outcome details shareable in conversation.)

The mechanism
Before, brief to activation took months through manual hand-offs. After, an agent optimizes campaign outcomes within commercial constraints and brief to activation takes days. Before · months Brief Plan Set up Activate hand-off hand-off hand-off After · days commercial constraints Brief Agent optimizes outcomes within constraints Activate Before, brief to activation took months through manual hand-offs. After, an agent optimizes campaign outcomes within commercial constraints and brief to activation takes days. Before · months · hand-offs Brief Plan Set up Activate After · days Brief commercial constraints Agent optimizes outcomes within constraints Activate
I prototyped the agent core to de-risk the bet; the team productionized it; three pilot clients ran it against real campaigns and all approved.
We compressed brief-to-activation from months to days — and saved hundreds of hours per client campaign.

The outcome

In the pilot, brief-to-activation dropped from months to days, saving hundreds of hours of manual work per client campaign. All three pilot clients approved it, and the pilot generated both incremental revenue and net-new business — early, directional results that earned the next phase of investment.

Months to days

Brief-to-activation cycle time

3

Pilot clients, all approved

100s of hrs

Manual work saved per client campaign

Where it stands

The pilot moved into its live phase in mid-2026 and is active now, validating against real campaigns — and I continue to lead the initiative through its current phase.

What it proves

0-to-1 building, applied and agentic AI, executive sponsorship, hands-on technical depth, and commercial impact — the full arc from a blank page to revenue.